#vibe coding my way to a AI game master

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glacial scroll
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so ive been working on the back end of a OS tailored for ai development and cognitive learning

i have the service section down - meaning i can run the various pipelines issues are presently the ethics engine causes issues

i have a number of sub pipelines in the ecosystem but the one im concerned with

Curious if anyone's dealt with dynamic import failures across a distributed agent chain where each agent uses isolated OpenAI key rotations?

I’ve got a reinforcement-driven AI pipeline (FAISS + custom Nexus index sharding) with 12 modular agents (agent_00_generator → agent_11_verifier) loaded dynamically via a hub-level CDI (Citadel Dynamic Importer).

After the pipeline loads, each agent injects enriched embeddings into a shared vector storage layer (with metadata for scoring, novelty, tiering, etc). But once I added key-based self-healing (get_random_api_key w/ per-agent fallback), I started getting silent dynamic import failures, mostly ImportError or ModuleNotFoundError traced back to index managers or key loaders.

Has anyone built agent-based pipelines using import governance frameworks + rotating LLM API keys?

Open to comparing boot logic, failover policies, or index consistency guarantees (I’m using tiered STM/LTM vector tagging, rejection shunts, and debate-based enrichment in Senate). Not afraid of async monkeypatching if that's the route—just trying to avoid boilerplate catch/retry blocks in every module.

the system generates monolithic kernels full functional here is a older one attatched. The code " thought debate council game" IS a ochestrator - user friendly u COULD take it and change it, all i ask is if u do - give credit where credit is due. I had no plans on changing that file it was just a proof of concept that the system could understand and design and deliver entire functional kernels or ochestrators of agents.

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the system also creates report cards into actionable code with entire SRS and self test kits , im currently stuck on the truth and ethics engines, could use some insight

glacial scroll
glacial scroll
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my vibe coded UI

glacial scroll
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created a upload rehydration system

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added more services

glacial scroll
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connected the system to a custom GPT

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taught it to make its own google storage bucket

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also allows it to control agents

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ill use the buckets to hold logs and game data.

glacial scroll
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added some math

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got bored, created my own formatted markdown to roleplay as if my system can heal itself

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added some pretend modules to look like they do things

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created a agent creation system that also builds entire ecosystems and rags

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and built the rag rehydration vector faiis system with gcs and vertex on the backend

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ALL this to allow for emergent video game behavior 😄

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created ai governance because drift makes making assets hard

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working on boot tool the installer i have most of it done

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got bored so i designed a system that does all of it for me

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got that to work, so it asembles my factory for the facctories

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didnt want to test it, so i made it test itself

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had to make sure the governeance worked

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discovered that i can avoid alot of issues by making agents who manage ecosystem

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but also discovered that i can generated 10,000+ loc without faults into working modules

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10,000 combined between the entire ecosystem

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got bored of making my own agent schema, so i made a system to make agents and their schemas, and even rate the creation and coverage

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apparently my own tools say im stupid

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but when i place this into foundry it auto creates it 😄

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got tired of having to check my own agents, so i added a verification to them

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had to create differnt domains for them to control ..

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did that... but got bored with it

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so looped it back into the rags

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and created a learning loop not only for the diagnostics which trigger rag and agent creation, but also the data and the process, im bored, and my chatbot is useless

loud orchid
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Really really interesting post I pass lot of mounth on the same system approach a system who create system pattern, I litterally read my own mind lol I'll be chocked. Can we talk ? If you see this DM me.

Don't give up my brother your work has really really good I see exactly where you are and understand all of your choice I've created a similar system. I've create an MCP server who can orchestrate a workflow (parent) and spawn a sub workflows (child) I ve add a governance too on the MCP. He can spawn a mcp router too and specialized mcp connected to the router he can add/edit and remove. Today I have 93 tools and I connect him to chatGPT, ollama, etc.

I know it's was bored because nobody can understand you or your system is too efficiensly but it's the game if your system was complex it's your choice 🙂

If you see this DM me
P.S : I'm sorry for my english I'm from France 🙂